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Optimal Statistical Inference in Financial Engineering Book

Optimal Statistical Inference in Financial Engineering
Optimal Statistical Inference in Financial Engineering, Until now, few systematic studies of optimal statistical inference for stochastic processes had existed in the financial engineering literature, even though this idea is fundamental to the field. Balancing statistical theory with data analysis, Optimal St, Optimal Statistical Inference in Financial Engineering has a rating of 2.5 stars
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Optimal Statistical Inference in Financial Engineering, Until now, few systematic studies of optimal statistical inference for stochastic processes had existed in the financial engineering literature, even though this idea is fundamental to the field. Balancing statistical theory with data analysis, Optimal St, Optimal Statistical Inference in Financial Engineering
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  • Optimal Statistical Inference in Financial Engineering
  • Written by author Masanobu Taniguchi
  • Published by Taylor & Francis, Inc., November 2007
  • Until now, few systematic studies of optimal statistical inference for stochastic processes had existed in the financial engineering literature, even though this idea is fundamental to the field. Balancing statistical theory with data analysis, Optimal St
  • Until now, few systematic studies of optimal statistical inference for stochastic processes had existed in the financial engineering literature, even though this idea is fundamental to the field. Balancing statistical theory with data analysis, Optimal St
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PREFACE

INTRODUCTION

ELEMENTS OF PROBABILITY Probability and Probability Distribution Vector Random Variable and Independence Expectation and Conditional Distribution Convergence and Central Limit Theorems

STATISTICAL INFERENCE Sufficient Statistics Unbiased Estimators Efficient Estimators Asymptotically Efficient Estimators

VARIOUS STATISTICAL METHODS Interval Estimation Most Powerful Test Various Tests Discriminant Analysis

STOCHASTIC PROCESSES Elements of Stochastic Processes Spectral Analysis Ergodicity, Mixing, and Martingale Limit Theorems for Stochastic Processes Exercise

TIME SERIES ANALYSIS Time Series Model Estimation of Time Series Models Model Selection Problems Nonparametric Estimation Prediction of Time Series Regression for Time Series Long Memory Processes Local Whittle Likelihood Approach Nonstationary Processes Semiparametric Estimation Discriminant Analysis for Time Series

INTRODUCTION TO STATISTICAL FINANCIAL ENGINEERING Option Pricing Theory Higher Order Asymptotic Option Valuation for Non-Gaussian Dependent Returns Estimation of Portfolio Value-at-Risk (VaR) Problems

TERM STRUCTURE Spot Rates and Discount Bonds Estimation Procedures for Term Structure

CREDIT RATING Parametric Clustering for Financial Time Series Nonparametric Clustering for Financial Time Series Credit Rating Based on Financial Time Series

APPENDIX REFERENCES INDEX


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